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1907.02206
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Online Mixed-Integer Optimization in Milliseconds
INFORMS journal on computing (IJOC), 2019
4 July 2019
Dimitris Bertsimas
Bartolomeo Stellato
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Papers citing
"Online Mixed-Integer Optimization in Milliseconds"
37 / 37 papers shown
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198
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Jointly-optimized Trajectory Generation and Camera Control for 3D Coverage Planning
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254
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Rolling Horizon Coverage Control with Collaborative Autonomous Agents
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Marios M. Polycarpou
296
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08 Apr 2025
Learning-Guided Rolling Horizon Optimization for Long-Horizon Flexible Job-Shop Scheduling
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Wenbin Ouyang
Yining Ma
Cathy Wu
559
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18 Feb 2025
Learning to Optimize for Mixed-Integer Non-linear Programming
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14 Oct 2024
NeuralQP: A General Hypergraph-based Optimization Framework for Large-scale QCQPs
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194
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28 Sep 2024
Model Predictive Control For Multiple Castaway Tracking with an Autonomous Aerial Agent
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Andreas Anastasiou
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168
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Robotic warehousing operations: a learn-then-optimize approach to large-scale neighborhood search
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255
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0
29 Aug 2024
Equivariant Deep Learning of Mixed-Integer Optimal Control Solutions for Vehicle Decision Making and Motion Planning
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Rudolf Reiter
R. Quirynen
Moritz Diehl
Stefano Di Cairano
310
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13 May 2024
Deep learning enhanced mixed integer optimization: Learning to reduce model dimensionality
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Niki Triantafyllou
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279
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17 Jan 2024
An Expandable Machine Learning-Optimization Framework to Sequential Decision-Making
European Journal of Operational Research (EJOR), 2023
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305
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12 Nov 2023
Improving Computational Efficiency for Powered Descent Guidance via Transformer-based Tight Constraint Prediction
Julia Briden
Trey Gurga
Breanna Johnson
Abhishek Cauligi
Richard Linares
223
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09 Nov 2023
Differentiable Cutting-plane Layers for Mixed-integer Linear Optimization
Gabriele Dragotto
Stefan Clarke
J. F. Fisac
Bartolomeo Stellato
632
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06 Nov 2023
Taking the human out of decomposition-based optimization via artificial intelligence: Part II. Learning to initialize
Computers and Chemical Engineering (Comput. Chem. Eng.), 2023
Ilias Mitrai
P. Daoutidis
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268
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Unit Commitment Predictor With a Performance Guarantee: A Support Vector Machine Classifier
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Farzaneh Pourahmadi
J. Kazempour
203
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07 Oct 2023
Learning to Warm-Start Fixed-Point Optimization Algorithms
Journal of machine learning research (JMLR), 2023
Rajiv Sambharya
Georgina Hall
Brandon Amos
Bartolomeo Stellato
301
38
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14 Sep 2023
A Machine Learning Approach to Two-Stage Adaptive Robust Optimization
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Cheolhyeong Kim
239
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Optimal Control of Multiclass Fluid Queueing Networks: A Machine Learning Approach
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117
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Reinforcement Learning Aided Sequential Optimization for Unsignalized Intersection Management of Robot Traffic
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Nishchal Hoysal G
Pavankumar Tallapragada
378
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10 Feb 2023
A Sequential Deep Learning Algorithm for Sampled Mixed-integer Optimisation Problems
Information Sciences (Inf. Sci.), 2023
M. Chamanbaz
Roland Bouffanais
96
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25 Jan 2023
Benchmark Results for Bookshelf Organization Problem as Mixed Integer Nonlinear Program with Mode Switch and Collision Avoidance
Xuan Lin
Gabriel I. Fernandez
Dennis W. Hong
216
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28 Aug 2022
Learning Optimal Solutions via an LSTM-Optimization Framework
Dogacan Yilmaz
I. E. Büyüktahtakin
216
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06 Jul 2022
Tutorial on amortized optimization
Brandon Amos
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An actor-critic algorithm with policy gradients to solve the job shop scheduling problem using deep double recurrent agents
Marta Monaci
Valerio Agasucci
G. Grani
136
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18 Oct 2021
CoCo: Online Mixed-Integer Control via Supervised Learning
IEEE Robotics and Automation Letters (RA-L), 2021
Abhishek Cauligi
Preston Culbertson
Edward Schmerling
Mac Schwager
Bartolomeo Stellato
Marco Pavone
337
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16 Jul 2021
Sub-millisecond Video Synchronization of Multiple Android Smartphones
Azat Akhmetyanov
A. Kornilova
Marsel Faizullin
David Pozo
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181
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Learning to Optimize: A Primer and A Benchmark
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Xiaohan Chen
Wuyang Chen
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Jialin Liu
Zinan Lin
W. Yin
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23 Mar 2021
Generative deep learning for decision making in gas networks
Mathematical Methods of Operations Research (MMOR), 2021
Lovis Anderson
Mark Turner
T. Koch
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231
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03 Feb 2021
Uncertainty-Aware Constraint Learning for Adaptive Safe Motion Planning from Demonstrations
Glen Chou
N. Ozay
Dmitry Berenson
241
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09 Nov 2020
PILOT: Efficient Planning by Imitation Learning and Optimisation for Safe Autonomous Driving
IEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2020
H. Pulver
Francisco Eiras
L. Carozza
Majd Hawasly
Stefano V. Albrecht
S. Ramamoorthy
257
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0
01 Nov 2020
Frequency Estimation in Data Streams: Learning the Optimal Hashing Scheme
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020
Dimitris Bertsimas
V. Digalakis
245
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0
17 Jul 2020
Learning Mixed-Integer Convex Optimization Strategies for Robot Planning and Control
IEEE Conference on Decision and Control (CDC), 2020
Abhishek Cauligi
Preston Culbertson
Bartolomeo Stellato
Dimitris Bertsimas
Mac Schwager
Marco Pavone
206
39
0
07 Apr 2020
Learning Optimal Solutions for Extremely Fast AC Optimal Power Flow
IEEE International Conference on Smart Grid Communications (SmartGridComm), 2019
Ahmed S. Zamzam
K. Baker
353
208
0
27 Sep 2019
Tackling Climate Change with Machine Learning
ACM Computing Surveys (ACM CSUR), 2019
David Rolnick
P. Donti
L. Kaack
K. Kochanski
Alexandre Lacoste
...
Demis Hassabis
John C. Platt
F. Creutzig
J. Chayes
Yoshua Bengio
AI4Cl
AI4CE
479
1,052
0
10 Jun 2019
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